Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 8000 |
| Missing cells | 5848 |
| Missing cells (%) | 5.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.9 MiB |
| Average record size in memory | 243.2 B |
Variable types
| Numeric | 6 |
|---|---|
| Text | 1 |
| Categorical | 6 |
Surname has 409 (5.1%) missing values | Missing |
CreditScore has 1641 (20.5%) missing values | Missing |
Balance has 1615 (20.2%) missing values | Missing |
NumOfProducts has 976 (12.2%) missing values | Missing |
HasCrCard has 375 (4.7%) missing values | Missing |
EstimatedSalary has 832 (10.4%) missing values | Missing |
CustomerId has unique values | Unique |
Tenure has 334 (4.2%) zeros | Zeros |
Balance has 2283 (28.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-19 21:17:17.252914 |
|---|---|
| Analysis finished | 2025-11-19 21:17:29.566078 |
| Duration | 12.31 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
CustomerId
Real number (ℝ)
Unique
| Distinct | 8000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15691188 |
| Minimum | 15565701 |
|---|---|
| Maximum | 15815690 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 15565701 |
|---|---|
| 5-th percentile | 15579208 |
| Q1 | 15628960 |
| median | 15691115 |
| Q3 | 15753728 |
| 95-th percentile | 15802585 |
| Maximum | 15815690 |
| Range | 249989 |
| Interquartile range (IQR) | 124768 |
Descriptive statistics
| Standard deviation | 71872.267 |
|---|---|
| Coefficient of variation (CV) | 0.0045804221 |
| Kurtosis | -1.1991968 |
| Mean | 15691188 |
| Median Absolute Deviation (MAD) | 62273 |
| Skewness | -0.0013115379 |
| Sum | 1.2552951 × 1011 |
| Variance | 5.1656227 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15811261 | 1 | < 0.1% |
| 15567431 | 1 | < 0.1% |
| 15704795 | 1 | < 0.1% |
| 15592773 | 1 | < 0.1% |
| 15686219 | 1 | < 0.1% |
| 15763747 | 1 | < 0.1% |
| 15647975 | 1 | < 0.1% |
| 15734970 | 1 | < 0.1% |
| 15665283 | 1 | < 0.1% |
| 15607827 | 1 | < 0.1% |
| Other values (7990) | 7990 |
| Value | Count | Frequency (%) |
| 15565701 | 1 | |
| 15565706 | 1 | |
| 15565796 | 1 | |
| 15565806 | 1 | |
| 15565879 | 1 | |
| 15565891 | 1 | |
| 15565996 | 1 | |
| 15566091 | 1 | |
| 15566111 | 1 | |
| 15566139 | 1 |
| Value | Count | Frequency (%) |
| 15815690 | 1 | |
| 15815660 | 1 | |
| 15815656 | 1 | |
| 15815628 | 1 | |
| 15815626 | 1 | |
| 15815560 | 1 | |
| 15815530 | 1 | |
| 15815490 | 1 | |
| 15815443 | 1 | |
| 15815428 | 1 |
Surname
Text
Missing
| Distinct | 2523 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 409 |
| Missing (%) | 5.1% |
| Memory size | 423.8 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 16 |
| Mean length | 6.4327493 |
| Min length | 2 |
Unique
| Unique | 1338 ? |
|---|---|
| Unique (%) | 17.6% |
Sample
| 1st row | Boone |
|---|---|
| 2nd row | She |
| 3rd row | Kerr |
| 4th row | Loggia |
| 5th row | Chiekwugo |
| Value | Count | Frequency (%) |
| scott | 25 | 0.3% |
| lo | 25 | 0.3% |
| brown | 23 | 0.3% |
| martin | 23 | 0.3% |
| smith | 23 | 0.3% |
| yeh | 22 | 0.3% |
| shih | 21 | 0.3% |
| maclean | 18 | 0.2% |
| johnson | 18 | 0.2% |
| genovese | 18 | 0.2% |
| Other values (2520) | 7415 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4409 | 9.0% |
| e | 4346 | 8.9% |
| n | 3978 | 8.1% |
| o | 3745 | 7.7% |
| i | 3398 | 7.0% |
| r | 2737 | 5.6% |
| l | 2185 | 4.5% |
| s | 1959 | 4.0% |
| u | 1913 | 3.9% |
| h | 1646 | 3.4% |
| Other values (45) | 18515 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 48831 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4409 | 9.0% |
| e | 4346 | 8.9% |
| n | 3978 | 8.1% |
| o | 3745 | 7.7% |
| i | 3398 | 7.0% |
| r | 2737 | 5.6% |
| l | 2185 | 4.5% |
| s | 1959 | 4.0% |
| u | 1913 | 3.9% |
| h | 1646 | 3.4% |
| Other values (45) | 18515 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 48831 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4409 | 9.0% |
| e | 4346 | 8.9% |
| n | 3978 | 8.1% |
| o | 3745 | 7.7% |
| i | 3398 | 7.0% |
| r | 2737 | 5.6% |
| l | 2185 | 4.5% |
| s | 1959 | 4.0% |
| u | 1913 | 3.9% |
| h | 1646 | 3.4% |
| Other values (45) | 18515 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 48831 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4409 | 9.0% |
| e | 4346 | 8.9% |
| n | 3978 | 8.1% |
| o | 3745 | 7.7% |
| i | 3398 | 7.0% |
| r | 2737 | 5.6% |
| l | 2185 | 4.5% |
| s | 1959 | 4.0% |
| u | 1913 | 3.9% |
| h | 1646 | 3.4% |
| Other values (45) | 18515 |
CreditScore
Real number (ℝ)
Missing
| Distinct | 448 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 1641 |
| Missing (%) | 20.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 661.23526 |
| Minimum | 350 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 500 |
| Q1 | 595 |
| median | 664 |
| Q3 | 729 |
| 95-th percentile | 824 |
| Maximum | 850 |
| Range | 500 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 95.876126 |
|---|---|
| Coefficient of variation (CV) | 0.14499548 |
| Kurtosis | -0.39748144 |
| Mean | 661.23526 |
| Median Absolute Deviation (MAD) | 67 |
| Skewness | -0.1203844 |
| Sum | 4204795 |
| Variance | 9192.2315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 187 | 2.3% |
| 705 | 42 | 0.5% |
| 678 | 42 | 0.5% |
| 684 | 40 | 0.5% |
| 667 | 39 | 0.5% |
| 687 | 38 | 0.5% |
| 655 | 36 | 0.4% |
| 686 | 34 | 0.4% |
| 652 | 34 | 0.4% |
| 633 | 33 | 0.4% |
| Other values (438) | 5834 | |
| (Missing) | 1641 | 20.5% |
| Value | Count | Frequency (%) |
| 350 | 2 | |
| 351 | 1 | |
| 358 | 1 | |
| 363 | 1 | |
| 365 | 1 | |
| 367 | 1 | |
| 373 | 1 | |
| 376 | 2 | |
| 383 | 1 | |
| 401 | 1 |
| Value | Count | Frequency (%) |
| 850 | 187 | |
| 849 | 7 | 0.1% |
| 848 | 1 | < 0.1% |
| 847 | 4 | 0.1% |
| 846 | 5 | 0.1% |
| 845 | 4 | 0.1% |
| 844 | 6 | 0.1% |
| 843 | 2 | < 0.1% |
| 842 | 6 | 0.1% |
| 841 | 10 | 0.1% |
Geography
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 429.8 KiB |
| France | |
|---|---|
| Germany | |
| Spain |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.00025 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Germany |
|---|---|
| 2nd row | France |
| 3rd row | Spain |
| 4th row | Germany |
| 5th row | France |
Common Values
| Value | Count | Frequency (%) |
| France | 4030 | |
| Germany | 1986 | |
| Spain | 1984 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| france | 4030 | |
| germany | 1986 | |
| spain | 1984 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 8000 | |
| a | 8000 | |
| r | 6016 | |
| e | 6016 | |
| F | 4030 | |
| c | 4030 | |
| G | 1986 | 4.1% |
| m | 1986 | 4.1% |
| y | 1986 | 4.1% |
| S | 1984 | 4.1% |
| Other values (2) | 3968 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 48002 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 8000 | |
| a | 8000 | |
| r | 6016 | |
| e | 6016 | |
| F | 4030 | |
| c | 4030 | |
| G | 1986 | 4.1% |
| m | 1986 | 4.1% |
| y | 1986 | 4.1% |
| S | 1984 | 4.1% |
| Other values (2) | 3968 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 48002 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 8000 | |
| a | 8000 | |
| r | 6016 | |
| e | 6016 | |
| F | 4030 | |
| c | 4030 | |
| G | 1986 | 4.1% |
| m | 1986 | 4.1% |
| y | 1986 | 4.1% |
| S | 1984 | 4.1% |
| Other values (2) | 3968 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 48002 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 8000 | |
| a | 8000 | |
| r | 6016 | |
| e | 6016 | |
| F | 4030 | |
| c | 4030 | |
| G | 1986 | 4.1% |
| m | 1986 | 4.1% |
| y | 1986 | 4.1% |
| S | 1984 | 4.1% |
| Other values (2) | 3968 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.904 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 4384 | |
| Female | 3616 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 4384 | |
| female | 3616 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11616 | |
| a | 8000 | |
| l | 8000 | |
| M | 4384 | 11.2% |
| F | 3616 | 9.2% |
| m | 3616 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 39232 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 11616 | |
| a | 8000 | |
| l | 8000 | |
| M | 4384 | 11.2% |
| F | 3616 | 9.2% |
| m | 3616 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 39232 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 11616 | |
| a | 8000 | |
| l | 8000 | |
| M | 4384 | 11.2% |
| F | 3616 | 9.2% |
| m | 3616 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 39232 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 11616 | |
| a | 8000 | |
| l | 8000 | |
| M | 4384 | 11.2% |
| F | 3616 | 9.2% |
| m | 3616 | 9.2% |
Age
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.935 |
| Minimum | 18 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 32 |
| median | 37 |
| Q3 | 44 |
| 95-th percentile | 60 |
| Maximum | 92 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.381389 |
|---|---|
| Coefficient of variation (CV) | 0.26663386 |
| Kurtosis | 1.3939202 |
| Mean | 38.935 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0060536 |
| Sum | 311480 |
| Variance | 107.77325 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 395 | 4.9% |
| 37 | 388 | 4.9% |
| 38 | 386 | 4.8% |
| 34 | 363 | 4.5% |
| 33 | 360 | 4.5% |
| 36 | 357 | 4.5% |
| 40 | 344 | 4.3% |
| 39 | 343 | 4.3% |
| 32 | 336 | 4.2% |
| 31 | 303 | 3.8% |
| Other values (59) | 4425 |
| Value | Count | Frequency (%) |
| 18 | 15 | 0.2% |
| 19 | 21 | 0.3% |
| 20 | 31 | 0.4% |
| 21 | 43 | 0.5% |
| 22 | 62 | 0.8% |
| 23 | 74 | |
| 24 | 107 | |
| 25 | 109 | |
| 26 | 164 | |
| 27 | 166 |
| Value | Count | Frequency (%) |
| 92 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 84 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 3 | < 0.1% |
| 80 | 3 | < 0.1% |
| 79 | 3 | < 0.1% |
| 78 | 5 | |
| 77 | 10 |
Tenure
Real number (ℝ)
Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.013875 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 334 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8888104 |
|---|---|
| Coefficient of variation (CV) | 0.57616323 |
| Kurtosis | -1.1575913 |
| Mean | 5.013875 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0064856405 |
| Sum | 40111 |
| Variance | 8.3452256 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 837 | |
| 1 | 832 | |
| 2 | 822 | |
| 5 | 819 | |
| 7 | 813 | |
| 4 | 810 | |
| 3 | 790 | |
| 6 | 779 | |
| 9 | 771 | |
| 10 | 393 |
| Value | Count | Frequency (%) |
| 0 | 334 | 4.2% |
| 1 | 832 | |
| 2 | 822 | |
| 3 | 790 | |
| 4 | 810 | |
| 5 | 819 | |
| 6 | 779 | |
| 7 | 813 | |
| 8 | 837 | |
| 9 | 771 |
| Value | Count | Frequency (%) |
| 10 | 393 | |
| 9 | 771 | |
| 8 | 837 | |
| 7 | 813 | |
| 6 | 779 | |
| 5 | 819 | |
| 4 | 810 | |
| 3 | 790 | |
| 2 | 822 | |
| 1 | 832 |
Balance
Real number (ℝ)
Missing Zeros
| Distinct | 4103 |
|---|---|
| Distinct (%) | 64.3% |
| Missing | 1615 |
| Missing (%) | 20.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76929.669 |
| Minimum | 0 |
|---|---|
| Maximum | 250898.09 |
| Zeros | 2283 |
| Zeros (%) | 28.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 98009.13 |
| Q3 | 127660.46 |
| 95-th percentile | 162851.45 |
| Maximum | 250898.09 |
| Range | 250898.09 |
| Interquartile range (IQR) | 127660.46 |
Descriptive statistics
| Standard deviation | 62292.133 |
|---|---|
| Coefficient of variation (CV) | 0.80972834 |
| Kurtosis | -1.4803442 |
| Mean | 76929.669 |
| Median Absolute Deviation (MAD) | 45635.03 |
| Skewness | -0.15278862 |
| Sum | 4.9119594 × 108 |
| Variance | 3.8803099 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2283 | |
| 106234.02 | 1 | < 0.1% |
| 62389.03 | 1 | < 0.1% |
| 100421.1 | 1 | < 0.1% |
| 133446.34 | 1 | < 0.1% |
| 87271.41 | 1 | < 0.1% |
| 52192.08 | 1 | < 0.1% |
| 98548.62 | 1 | < 0.1% |
| 121376.15 | 1 | < 0.1% |
| 55053.62 | 1 | < 0.1% |
| Other values (4093) | 4093 | |
| (Missing) | 1615 | 20.2% |
| Value | Count | Frequency (%) |
| 0 | 2283 | |
| 3768.69 | 1 | < 0.1% |
| 12459.19 | 1 | < 0.1% |
| 14262.8 | 1 | < 0.1% |
| 16893.59 | 1 | < 0.1% |
| 27288.43 | 1 | < 0.1% |
| 28082.95 | 1 | < 0.1% |
| 28649.64 | 1 | < 0.1% |
| 29602.08 | 1 | < 0.1% |
| 33563.95 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 250898.09 | 1 | |
| 238387.56 | 1 | |
| 216109.88 | 1 | |
| 212778.2 | 1 | |
| 212692.97 | 1 | |
| 210433.08 | 1 | |
| 209490.21 | 1 | |
| 207034.96 | 1 | |
| 206868.78 | 1 | |
| 206329.65 | 1 |
NumOfProducts
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 976 |
| Missing (%) | 12.2% |
| Memory size | 410.2 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | 183 |
| 4.0 | 34 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 2.0 |
| 4th row | 1.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 3484 | |
| 2.0 | 3323 | |
| 3.0 | 183 | 2.3% |
| 4.0 | 34 | 0.4% |
| (Missing) | 976 | 12.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 3484 | |
| 2.0 | 3323 | |
| 3.0 | 183 | 2.6% |
| 4.0 | 34 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 7024 | |
| 0 | 7024 | |
| 1 | 3484 | |
| 2 | 3323 | |
| 3 | 183 | 0.9% |
| 4 | 34 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21072 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 7024 | |
| 0 | 7024 | |
| 1 | 3484 | |
| 2 | 3323 | |
| 3 | 183 | 0.9% |
| 4 | 34 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21072 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 7024 | |
| 0 | 7024 | |
| 1 | 3484 | |
| 2 | 3323 | |
| 3 | 183 | 0.9% |
| 4 | 34 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21072 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 7024 | |
| 0 | 7024 | |
| 1 | 3484 | |
| 2 | 3323 | |
| 3 | 183 | 0.9% |
| 4 | 34 | 0.2% |
HasCrCard
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 375 |
| Missing (%) | 4.7% |
| Memory size | 407.8 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 5388 | |
| 0.0 | 2237 | |
| (Missing) | 375 | 4.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 5388 | |
| 0.0 | 2237 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9862 | |
| . | 7625 | |
| 1 | 5388 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22875 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9862 | |
| . | 7625 | |
| 1 | 5388 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22875 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9862 | |
| . | 7625 | |
| 1 | 5388 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22875 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 9862 | |
| . | 7625 | |
| 1 | 5388 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4108 | |
| 0 | 3892 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4108 | |
| 0 | 3892 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4108 | |
| 0 | 3892 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4108 | |
| 0 | 3892 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4108 | |
| 0 | 3892 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4108 | |
| 0 | 3892 |
EstimatedSalary
Real number (ℝ)
Missing
| Distinct | 7167 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 832 |
| Missing (%) | 10.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100057.17 |
| Minimum | 11.58 |
|---|---|
| Maximum | 199992.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 11.58 |
|---|---|
| 5-th percentile | 9817.0005 |
| Q1 | 51545.353 |
| median | 100129.08 |
| Q3 | 149216.32 |
| 95-th percentile | 189984.9 |
| Maximum | 199992.48 |
| Range | 199980.9 |
| Interquartile range (IQR) | 97670.967 |
Descriptive statistics
| Standard deviation | 57441.733 |
|---|---|
| Coefficient of variation (CV) | 0.57408915 |
| Kurtosis | -1.1790461 |
| Mean | 100057.17 |
| Median Absolute Deviation (MAD) | 48801.565 |
| Skewness | 0.002925442 |
| Sum | 7.1720976 × 108 |
| Variance | 3.2995527 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24924.92 | 2 | < 0.1% |
| 129956.13 | 1 | < 0.1% |
| 46172.47 | 1 | < 0.1% |
| 57553.98 | 1 | < 0.1% |
| 125979.36 | 1 | < 0.1% |
| 116124.28 | 1 | < 0.1% |
| 121440.8 | 1 | < 0.1% |
| 110932.24 | 1 | < 0.1% |
| 130686.59 | 1 | < 0.1% |
| 146371.72 | 1 | < 0.1% |
| Other values (7157) | 7157 | |
| (Missing) | 832 | 10.4% |
| Value | Count | Frequency (%) |
| 11.58 | 1 | |
| 90.07 | 1 | |
| 91.75 | 1 | |
| 96.27 | 1 | |
| 142.81 | 1 | |
| 178.19 | 1 | |
| 236.45 | 1 | |
| 247.36 | 1 | |
| 287.99 | 1 | |
| 332.81 | 1 |
| Value | Count | Frequency (%) |
| 199992.48 | 1 | |
| 199970.74 | 1 | |
| 199909.32 | 1 | |
| 199862.75 | 1 | |
| 199857.47 | 1 | |
| 199841.32 | 1 | |
| 199693.84 | 1 | |
| 199674.83 | 1 | |
| 199661.5 | 1 | |
| 199644.2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6370 | |
| 1 | 1630 | 20.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6370 | |
| 1 | 1630 | 20.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6370 | |
| 1 | 1630 | 20.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6370 | |
| 1 | 1630 | 20.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6370 | |
| 1 | 1630 | 20.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6370 | |
| 1 | 1630 | 20.4% |
Interactions
Correlations
| Age | Balance | CreditScore | CustomerId | EstimatedSalary | Exited | Gender | Geography | HasCrCard | IsActiveMember | NumOfProducts | Tenure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.026 | -0.007 | 0.008 | -0.001 | 0.373 | 0.020 | 0.047 | 0.018 | 0.145 | 0.097 | -0.010 |
| Balance | 0.026 | 1.000 | -0.005 | -0.015 | 0.019 | 0.143 | 0.000 | 0.324 | 0.044 | 0.000 | 0.235 | -0.004 |
| CreditScore | -0.007 | -0.005 | 1.000 | 0.018 | -0.004 | 0.081 | 0.013 | 0.003 | 0.000 | 0.049 | 0.044 | -0.002 |
| CustomerId | 0.008 | -0.015 | 0.018 | 1.000 | 0.008 | 0.032 | 0.000 | 0.010 | 0.000 | 0.017 | 0.000 | -0.025 |
| EstimatedSalary | -0.001 | 0.019 | -0.004 | 0.008 | 1.000 | 0.000 | 0.016 | 0.008 | 0.021 | 0.017 | 0.013 | 0.008 |
| Exited | 0.373 | 0.143 | 0.081 | 0.032 | 0.000 | 1.000 | 0.105 | 0.173 | 0.003 | 0.151 | 0.387 | 0.032 |
| Gender | 0.020 | 0.000 | 0.013 | 0.000 | 0.016 | 0.105 | 1.000 | 0.016 | 0.000 | 0.025 | 0.043 | 0.009 |
| Geography | 0.047 | 0.324 | 0.003 | 0.010 | 0.008 | 0.173 | 0.016 | 1.000 | 0.014 | 0.003 | 0.061 | 0.023 |
| HasCrCard | 0.018 | 0.044 | 0.000 | 0.000 | 0.021 | 0.003 | 0.000 | 0.014 | 1.000 | 0.000 | 0.000 | 0.039 |
| IsActiveMember | 0.145 | 0.000 | 0.049 | 0.017 | 0.017 | 0.151 | 0.025 | 0.003 | 0.000 | 1.000 | 0.040 | 0.027 |
| NumOfProducts | 0.097 | 0.235 | 0.044 | 0.000 | 0.013 | 0.387 | 0.043 | 0.061 | 0.000 | 0.040 | 1.000 | 0.035 |
| Tenure | -0.010 | -0.004 | -0.002 | -0.025 | 0.008 | 0.032 | 0.009 | 0.023 | 0.039 | 0.027 | 0.035 | 1.000 |
Missing values
Sample
| CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 15759244 | Boone | 687.0 | Germany | Male | 44 | 8 | 95368.14 | 2.0 | 1.0 | 1 | 1787.85 | 0 |
| 1 | 15725997 | She | 660.0 | France | Female | 35 | 6 | 100768.77 | 1.0 | 1.0 | 0 | 19199.61 | 0 |
| 2 | 15724296 | Kerr | 684.0 | Spain | Male | 41 | 2 | 119782.72 | 2.0 | 0.0 | 0 | 120284.67 | 0 |
| 3 | 15636820 | Loggia | 725.0 | Germany | Male | 40 | 8 | 104149.66 | 1.0 | 1.0 | 0 | 62027.90 | 0 |
| 4 | 15744529 | Chiekwugo | 510.0 | France | Male | 63 | 8 | 0.00 | 2.0 | 1.0 | 1 | 115291.86 | 0 |
| 5 | 15763907 | Watts | 820.0 | France | Female | 39 | 1 | 104614.29 | 1.0 | 1.0 | 0 | 61538.43 | 1 |
| 6 | 15671800 | Robinson | 688.0 | France | Male | 20 | 8 | 137624.40 | 2.0 | 1.0 | 1 | 197582.79 | 0 |
| 7 | 15567383 | Slone | 678.0 | Germany | Female | 44 | 2 | 98009.13 | 2.0 | 0.0 | 1 | 31384.86 | 0 |
| 8 | 15777179 | Ellis | NaN | France | Male | 35 | 9 | NaN | 2.0 | 0.0 | 1 | NaN | 0 |
| 9 | 15650391 | NaN | 633.0 | France | Female | 29 | 7 | 169988.35 | 1.0 | 1.0 | 0 | 4272.00 | 0 |
| CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7990 | 15775750 | Yao | 686.0 | France | Male | 37 | 9 | 134560.62 | 1.0 | 1.0 | 0 | 27596.39 | 0 |
| 7991 | 15735878 | Law | 850.0 | Germany | Female | 47 | 10 | 134381.52 | NaN | 0.0 | 0 | 26812.89 | 1 |
| 7992 | 15737509 | Morrison | 850.0 | Spain | Male | 34 | 8 | NaN | 1.0 | 0.0 | 0 | NaN | 0 |
| 7993 | 15782089 | Mullen | NaN | France | Male | 33 | 6 | NaN | 1.0 | 1.0 | 0 | 58458.26 | 0 |
| 7994 | 15663921 | Pisani | 429.0 | France | Male | 60 | 7 | 0.00 | 2.0 | 1.0 | 1 | 163691.48 | 0 |
| 7995 | 15628303 | Thurgood | 738.0 | Spain | Male | 35 | 3 | 0.00 | 1.0 | 1.0 | 1 | 15650.73 | 0 |
| 7996 | 15699225 | Pirozzi | 757.0 | France | Male | 46 | 0 | 0.00 | 2.0 | 1.0 | 0 | 37460.05 | 0 |
| 7997 | 15612525 | Preston | NaN | France | Female | 57 | 1 | NaN | 1.0 | 0.0 | 0 | 131372.38 | 1 |
| 7998 | 15724321 | Baresi | 516.0 | Germany | Female | 47 | 9 | 128298.74 | 1.0 | 0.0 | 0 | 149614.17 | 1 |
| 7999 | 15578761 | Cunningham | NaN | Spain | Female | 42 | 6 | 129634.25 | NaN | 1.0 | 1 | 177683.02 | 1 |